首页 > 最新文献

medRxiv - Genetic and Genomic Medicine最新文献

英文 中文
Fragile X Syndrome Carrier Screening Using a Nanopore Sequencing Assay 利用纳米孔测序分析筛选脆性 X 综合征载体
Pub Date : 2024-07-26 DOI: 10.1101/2024.07.23.24310865
Zhongmin xia, Qiuxiao Deng, Ping Hu, Chunliu Gao, Yu Jiang, Yulin Zhou, Qiwei Guo
Background: Fragile X syndrome (FXS) is the leading cause of monogenic autism spectrum disorder and inherited intellectual disabilities. Although the value of population-based FXS carrier screening has been acknowledged, appropriate screening methods are urgently required to establish and implement screening programs.Methods: We developed a nanopore sequencing-based assay that includes data analysis software to identify FXS carriers. Reference and clinical samples were used to evaluate the performance of our nanopore sequencing assay. Triplet-primed PCR and PacBio long-read sequencing were used for comparisons.Results: Nanopore sequencing identified reference carrier samples with a full range of premutation alleles in single-, 10-, and 100-plex assays, and identified AGG interruptions in an allele-specific manner. Nanopore sequencing revealed no size preference for amplicons containing different length CGG repeat regions. Finally, nanopore sequencing successfully identified three carriers among ten clinical samples for preliminary clinical validation. The observed variation in CGG repeat region size resulted from the base-calling process of nanopore sequencing.Conclusions: Our nanopore sequencing assay is rapid, high-capacity, inexpensive, and easy to perform, thus providing a promising tool and paving the way for population-based FXS carrier screening.
背景:脆性 X 综合征(FXS)是导致单基因自闭症谱系障碍和遗传性智障的主要原因。尽管基于人群的 FXS 携带者筛查的价值已得到认可,但建立和实施筛查计划仍迫切需要适当的筛查方法:方法:我们开发了一种基于纳米孔测序的检测方法,其中包括数据分析软件,用于识别 FXS 携带者。我们使用参考样本和临床样本来评估纳米孔测序分析法的性能。结果:结果:在单倍、10 倍和 100 倍检测中,纳米孔测序鉴定出了具有全范围突变前等位基因的参考携带者样本,并以等位基因特异性的方式鉴定出了 AGG 中断。纳米孔测序显示,含有不同长度 CGG 重复区的扩增子没有大小偏好。最后,纳米孔测序在 10 份临床样本中成功鉴定出 3 名携带者,进行了初步临床验证。观察到的 CGG 重复区大小变化是纳米孔测序的碱基调用过程造成的:我们的纳米孔测序方法快速、容量大、成本低、操作简便,因此是一种很有前途的工具,为基于人群的 FXS 携带者筛查铺平了道路。
{"title":"Fragile X Syndrome Carrier Screening Using a Nanopore Sequencing Assay","authors":"Zhongmin xia, Qiuxiao Deng, Ping Hu, Chunliu Gao, Yu Jiang, Yulin Zhou, Qiwei Guo","doi":"10.1101/2024.07.23.24310865","DOIUrl":"https://doi.org/10.1101/2024.07.23.24310865","url":null,"abstract":"Background: Fragile X syndrome (FXS) is the leading cause of monogenic autism spectrum disorder and inherited intellectual disabilities. Although the value of population-based FXS carrier screening has been acknowledged, appropriate screening methods are urgently required to establish and implement screening programs.\u0000Methods: We developed a nanopore sequencing-based assay that includes data analysis software to identify FXS carriers. Reference and clinical samples were used to evaluate the performance of our nanopore sequencing assay. Triplet-primed PCR and PacBio long-read sequencing were used for comparisons.\u0000Results: Nanopore sequencing identified reference carrier samples with a full range of premutation alleles in single-, 10-, and 100-plex assays, and identified AGG interruptions in an allele-specific manner. Nanopore sequencing revealed no size preference for amplicons containing different length CGG repeat regions. Finally, nanopore sequencing successfully identified three carriers among ten clinical samples for preliminary clinical validation. The observed variation in CGG repeat region size resulted from the base-calling process of nanopore sequencing.\u0000Conclusions: Our nanopore sequencing assay is rapid, high-capacity, inexpensive, and easy to perform, thus providing a promising tool and paving the way for population-based FXS carrier screening.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"86 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141784951","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polygenic Risk Score predicts QTc-prolongation and Short-Term Mortality in Patients using QT-prolonging Psychoactive Medications 多基因风险评分可预测 QTc 延长和使用 QT 延长精神活性药物患者的短期死亡率
Pub Date : 2024-07-25 DOI: 10.1101/2024.07.24.24310940
Mays Altaraihi
Background: There is a genetic component to the QT-interval. This study investigated whether a polygenic risk score for QTc (PRSQTc) could predict ∆QTc and short-term mortality in first-time users of QT-prolonging medications (QTPM) with a known risk of Torsade de Pointes. Methods:First-time users of psychoactive QTPM in the Copenhagen Hospital Biobank and the Danish Blood Donor Study from 2009-2021 were included. ∆QTc was calculated and all-cause 30-day mortality following initiation of treatment was explored. All models were adjusted for conventional QT-prolonging risk factors, and models investigating death were additionally adjusted for potential comorbidity confounders. Results:The PRSQTc could predict ∆QTc (2.88 milliseconds (ms) for every increase of standard deviation in PRSQTc (P <0.001)) following treatment initiation. Individuals in the top ≥80 % of PRSQTc had a higher risk of ∆QTc of ≥60 ms compared to individuals in <80 % PRSQTc (OR = 4.88 P = 0.019). Furthermore, the study has also shown that the shorter QTc before initiation of QTPM, the higher the risk of greater ∆QTc. A high PRSQTc could also predict short-term mortality following treatment initiation: Individuals in the top PRSQTc ≥90 % had an odds ratio of 1.84 (P-value = 0.002) for short-term mortality compared to individuals with PRSQTc <90 %. Individuals in the top PRSQTc ≥99 % had an odds ratio of 4.95 (P-value = 0.009) for short-term mortality compared to individuals in the <99 % PRSQTcIt could be replicated that PRSQTc ≥90 % was a predictor of short-term mortality with OR 1.52 (P-value = 0.002) compared to PRSQTc <90 % in a bigger cohort (N=15.249). Conclusion: PRSQTc seems to be predictive of ∆QTc following initiation of treatment. PRSQTc proves to be a sufficient predictor of 30-day mortality after initiation of QT-prolonging psychoactive drugs with a known risk of Torsade de Pointes. If used in a clinical setting, PRSQT may help prevent sudden cardiac deaths associated with QTPM.
背景:QT间期存在遗传因素。本研究调查了 QTc 多基因风险评分(PRSQTc)是否能预测已知有发生 Torsade de Pointes 风险的 QT 延长药物(QTPM)首次使用者的 ∆QTc 和短期死亡率。方法:纳入哥本哈根医院生物库和丹麦献血者研究(2009-2021 年)中首次使用精神活性 QTPM 的人群。∆计算了ΔQTc,并探讨了开始治疗后 30 天的全因死亡率。所有模型都根据传统的 QT 延长风险因素进行了调整,调查死亡的模型还根据潜在的合并症混杂因素进行了调整。结果:PRSQTc 可以预测开始治疗后的ΔQTc(PRSQTc 标准差每增加 2.88 毫秒(P <0.001))。与 PRSQTc 在 <80 % 的人相比,PRSQTc 在前 ≥80 % 的人发生 ∆QTc ≥60 毫秒的风险更高(OR = 4.88 P = 0.019)。此外,研究还表明,QTPM 开始前 QTc 越短,∆QTc 越大的风险越高。高 PRSQTc 还可预测开始治疗后的短期死亡率:与 PRSQTc <90 % 的个体相比,PRSQTc ≥ 90 % 的个体短期死亡率的几率比为 1.84(P 值 = 0.002)。在一个更大的队列中(N=15249),PRSQTc ≥90%与PRSQTc <90%相比,预测短期死亡率的OR值为1.52(P值=0.002)。结论:PRSQTcPRSQTc似乎可以预测开始治疗后的ΔQTc。事实证明,PRSQTc 可以充分预测开始服用 QT 延长的精神药物后 30 天的死亡率,因为已知这种药物有导致 Torsade de Pointes 的风险。如果在临床环境中使用,PRSQT 可能有助于预防与 QTPM 相关的心脏性猝死。
{"title":"Polygenic Risk Score predicts QTc-prolongation and Short-Term Mortality in Patients using QT-prolonging Psychoactive Medications","authors":"Mays Altaraihi","doi":"10.1101/2024.07.24.24310940","DOIUrl":"https://doi.org/10.1101/2024.07.24.24310940","url":null,"abstract":"Background: There is a genetic component to the QT-interval. This study investigated whether a polygenic risk score for QTc (PRSQTc) could predict ∆QTc and short-term mortality in first-time users of QT-prolonging medications (QTPM) with a known risk of Torsade de Pointes. Methods:\u0000First-time users of psychoactive QTPM in the Copenhagen Hospital Biobank and the Danish Blood Donor Study from 2009-2021 were included. ∆QTc was calculated and all-cause 30-day mortality following initiation of treatment was explored. All models were adjusted for conventional QT-prolonging risk factors, and models investigating death were additionally adjusted for potential comorbidity confounders. Results:\u0000The PRSQTc could predict ∆QTc (2.88 milliseconds (ms) for every increase of standard deviation in PRSQTc (P &lt;0.001)) following treatment initiation. Individuals in the top ≥80 % of PRSQTc had a higher risk of ∆QTc of ≥60 ms compared to individuals in &lt;80 % PRSQTc (OR = 4.88 P = 0.019). Furthermore, the study has also shown that the shorter QTc before initiation of QTPM, the higher the risk of greater ∆QTc. A high PRSQTc could also predict short-term mortality following treatment initiation: Individuals in the top PRSQTc ≥90 % had an odds ratio of 1.84 (P-value = 0.002) for short-term mortality compared to individuals with PRSQTc &lt;90 %. Individuals in the top PRSQTc ≥99 % had an odds ratio of 4.95 (P-value = 0.009) for short-term mortality compared to individuals in the &lt;99 % PRSQTc\u0000It could be replicated that PRSQTc ≥90 % was a predictor of short-term mortality with OR 1.52 (P-value = 0.002) compared to PRSQTc &lt;90 % in a bigger cohort (N=15.249). Conclusion: PRSQTc seems to be predictive of ∆QTc following initiation of treatment. PRSQTc proves to be a sufficient predictor of 30-day mortality after initiation of QT-prolonging psychoactive drugs with a known risk of Torsade de Pointes. If used in a clinical setting, PRSQT may help prevent sudden cardiac deaths associated with QTPM.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141784953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
"They don't know how to live with a child with these conditions, they can't understand...": The lived experiences of parenting a child with a genetic neurodevelopmental disorder. "他们不知道如何与患有这些疾病的孩子一起生活,他们无法理解......":养育遗传性神经发育障碍儿童的生活经历。
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.24.24310802
Karen J Low, Georgia Treneman-Evans, Sarah Wynn, GenROC Study Consortium, Jenny Ingram
Background:A genetic neurodevelopmental diagnosis (GND) impacts all aspects of a child and family's life. GNDs are rare; most have limited natural history data. We aimed to understand parents' experiences around data acquisition about their child's GNDs which can help inform clinical practice. Design and participants:This analysis is part of the UK multicentre GenROC study. We conducted 17 semi-structured interviews with parents of children with GNDs (aged 0-15 years). Data were analysed following the principles of thematic analysis.Results:Five main themes are reported: Impact on the family around a genetic diagnosis: Distress results from diagnosis wait, the act of receiving it, associated irreversibility (loss of hope) and family/reproductive implications. GNDs and Uncertainty: Lack of data and rareness causes uncertainty for the future. Relationships with health professionals: Positive where parents are empowered and feel part of the team; Negative-parents feel not heard/believed or lack of expertise/understanding. Parent mental health: GNDs can be a significant burden to family life. Need for advocating for services is a negative impact. Isolation through rareness is a factor - this can be helped by support networks which mostly consist of gene specific Facebook groups. Development of positive parent identities: including that of advocate, professional and educator. ConclusionsGNDs represent a major challenge for families, clinicians and service providers. Distressed parents are struggling to cope with challenges and suffer poor mental health. Psychosocial support, better signposting, and health professional education may help. Patient contributionPPI group contributed to topic guide development and commented on findings.
背景:遗传性神经发育诊断(GND)会影响儿童和家庭生活的方方面面。遗传性神经发育异常是一种罕见病,大多数遗传性神经发育异常的自然史数据都很有限。我们旨在了解家长在获取其子女 GNDs 数据方面的经验,这有助于为临床实践提供依据。设计与参与者:本分析是英国多中心 GenROC 研究的一部分。我们对 GND 儿童(0-15 岁)的父母进行了 17 次半结构式访谈。结果:报告了五大主题:基因诊断对家庭的影响:诊断等待、接受诊断的行为、相关的不可逆转性(失去希望)以及对家庭/生育的影响都会造成困扰。GNDs 和不确定性:缺乏数据和罕见性导致对未来的不确定性。与医疗专业人员的关系:积极的方面是,家长被赋予了权力,感觉自己是团队的一分子;消极的方面是,家长感觉自己没有被倾听/被信任,或缺乏专业知识/理解。家长的心理健康:GND 可成为家庭生活的重大负担。需要倡导服务是一个负面影响。由于罕见性而造成的孤立是一个因素--支持网络可以帮助解决这个问题,这些网络主要由基因专用的 Facebook 群组组成。发展积极的家长身份:包括倡导者、专业人士和教育者的身份。结论GND 是家庭、临床医生和服务提供者面临的一项重大挑战。受困扰的家长们正在努力应对各种挑战,心理健康状况不佳。社会心理支持、更好的指引和健康专业教育可能会有所帮助。患者的贡献PPI小组为主题指南的制定做出了贡献,并对研究结果发表了意见。
{"title":"\"They don't know how to live with a child with these conditions, they can't understand...\": The lived experiences of parenting a child with a genetic neurodevelopmental disorder.","authors":"Karen J Low, Georgia Treneman-Evans, Sarah Wynn, GenROC Study Consortium, Jenny Ingram","doi":"10.1101/2024.07.24.24310802","DOIUrl":"https://doi.org/10.1101/2024.07.24.24310802","url":null,"abstract":"Background:\u0000A genetic neurodevelopmental diagnosis (GND) impacts all aspects of a child and family's life. GNDs are rare; most have limited natural history data. We aimed to understand parents' experiences around data acquisition about their child's GNDs which can help inform clinical practice. Design and participants:\u0000This analysis is part of the UK multicentre GenROC study. We conducted 17 semi-structured interviews with parents of children with GNDs (aged 0-15 years). Data were analysed following the principles of thematic analysis.\u0000Results:\u0000Five main themes are reported: Impact on the family around a genetic diagnosis: Distress results from diagnosis wait, the act of receiving it, associated irreversibility (loss of hope) and family/reproductive implications. GNDs and Uncertainty: Lack of data and rareness causes uncertainty for the future. Relationships with health professionals: Positive where parents are empowered and feel part of the team; Negative-parents feel not heard/believed or lack of expertise/understanding. Parent mental health: GNDs can be a significant burden to family life. Need for advocating for services is a negative impact. Isolation through rareness is a factor - this can be helped by support networks which mostly consist of gene specific Facebook groups. Development of positive parent identities: including that of advocate, professional and educator. Conclusions\u0000GNDs represent a major challenge for families, clinicians and service providers. Distressed parents are struggling to cope with challenges and suffer poor mental health. Psychosocial support, better signposting, and health professional education may help. Patient contribution\u0000PPI group contributed to topic guide development and commented on findings.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"82 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Instability of high polygenic risk classification and mitigation by integrative scoring 高多基因风险分类的不稳定性及综合评分的缓解作用
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.24.24310897
Anika Misra, Buu Truong, Sarah M. Urbut, Yang Sui, Akl C. Fahed, Jordan W. Smoller, Aniruddh Pradip Patel, Pradeep Natarajan
Polygenic risk scores (PRS) continue to improve with novel methods and expanding genome-wide association studies. Healthcare and third-party laboratories are increasingly deploying PRS reports to patients. Although new PRS show improving strengths of association with traits, it is unknown how the classification of high polygenic risk changes across individual PRS for the same trait. Here, we determined classification of high genetic risk from all cataloged PRS for three complex traits. While each PRS for each trait demonstrated generally consistent population-level strengths of associations, classification of individuals in the top 10% of each PRS distribution varied widely. Using the PRSMix framework, which incorporates information across several PRS to improve prediction, we generated sequential add-one-in (AOI) PRSMix_AOI scores based on order of publication. PRSMix_AOIₙ led to improved PRS performance and more consistent high-risk classification compared with the PRSₙ. The PRSMix_AOI approach provides more stable and reliable classification of high-risk as new PRS continue to be generated toward PRS standardization.
随着新方法和全基因组关联研究的不断扩大,多基因风险评分(PRS)也在不断改进。医疗机构和第三方实验室越来越多地向患者提供多基因风险评分报告。虽然新的 PRS 显示与性状的关联强度在不断提高,但对于同一性状,不同的 PRS 对多基因高风险的分类是如何变化的还不得而知。在此,我们从所有编入目录的 PRS 中确定了三种复杂性状的高遗传风险分类。虽然每个性状的每个 PRS 都表现出基本一致的群体水平关联强度,但每个 PRS 分布的前 10%个体的分类却差异很大。PRSMix 框架整合了多个 PRS 的信息以改进预测,我们利用该框架,根据发表顺序生成了连续的 PRSMix_AOI 分数。与 PRSₙ 相比,PRSMix_AOIₙ 提高了 PRS 性能,并使高风险分类更加一致。随着 PRS 标准化进程的推进,新的 PRS 不断涌现,PRSMix_AOI 方法可提供更稳定、更可靠的高风险分类。
{"title":"Instability of high polygenic risk classification and mitigation by integrative scoring","authors":"Anika Misra, Buu Truong, Sarah M. Urbut, Yang Sui, Akl C. Fahed, Jordan W. Smoller, Aniruddh Pradip Patel, Pradeep Natarajan","doi":"10.1101/2024.07.24.24310897","DOIUrl":"https://doi.org/10.1101/2024.07.24.24310897","url":null,"abstract":"Polygenic risk scores (PRS) continue to improve with novel methods and expanding genome-wide association studies. Healthcare and third-party laboratories are increasingly deploying PRS reports to patients. Although new PRS show improving strengths of association with traits, it is unknown how the classification of high polygenic risk changes across individual PRS for the same trait. Here, we determined classification of high genetic risk from all cataloged PRS for three complex traits. While each PRS for each trait demonstrated generally consistent population-level strengths of associations, classification of individuals in the top 10% of each PRS distribution varied widely. Using the PRSMix framework, which incorporates information across several PRS to improve prediction, we generated sequential add-one-in (AOI) PRSMix_AOI scores based on order of publication. PRSMix_AOIₙ led to improved PRS performance and more consistent high-risk classification compared with the PRSₙ. The PRSMix_AOI approach provides more stable and reliable classification of high-risk as new PRS continue to be generated toward PRS standardization.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"350 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetic ancestral patterns in CYP2D6 alleles: structural variants, rare variants, and clinical associations in 479,144 UK Biobank genomes CYP2D6 等位基因的遗传祖先模式:479 144 个英国生物库基因组中的结构变异、罕见变异和临床关联
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.23.24310892
Xiao Jiang, Fengyuan Hu, Xueqing Zoe Zou, Ali Abbasi, Sri Vishnu Vardhan DEEVI, Santosh Atanur, Amanda O'Neill, Jen Harrow, Margarete Fabre, Quanli Wang, Slavé Petrovski, William Rae, Oliver Simon Burren, Katherine Smith
Cytochrome P450 2D6 (CYP2D6) is involved in metabolising over 20% of clinical drugs, yet its genetic variation across ancestries is underexplored in large-scale whole-genome sequencing (WGS) datasets. We analysed WGS data from 479,144 UK Biobank participants, identifying 95 distinct CYP2D6 star alleles across five biogeographic groups. Of these, 48 alleles had currently unknown effects. These alleles were more prevalent in African, admixed American, and South Asian groups (~5%) compared to European and East Asian groups (~2%), affecting the ability to provide pharmacogenomics recommendations across ancestries. We identified 99,656 (20.8%) individuals carrying CYP2D6 structural variations and predicted the CYP2D6 ultra-rapid metaboliser phenotype to be most common in Africans (4.5%) and rarest in East Asians (0.32%). Less than half (45.7%) of rare protein-truncating variant carriers were categorised as poor or intermediate metabolisers, indicating an underrepresentation of rare functional variants in the current CYP2D6 star allele evaluation. Phenome-wide association studies confirmed links with narcotic allergies and found new associations with plasma BAFFR and BAFF proteins, offering insights for the BAFF-targeted clinical therapy. Collectively, this largest WGS study of CYP2D6 to date highlights the importance of leveraging all genetic variations for pharmacogenomic insights affecting therapeutic safety and development.
细胞色素 P450 2D6 (CYP2D6) 参与了 20% 以上临床药物的代谢,但在大规模全基因组测序 (WGS) 数据集中,对其不同祖先的遗传变异探索不足。我们分析了来自 479,144 名英国生物库参与者的 WGS 数据,在五个生物地理群体中发现了 95 个不同的 CYP2D6 星等位基因。其中,48 个等位基因的作用目前尚不清楚。与欧洲和东亚群体(约 2%)相比,这些等位基因在非洲、混血美洲和南亚群体(约 5%)中更为普遍,从而影响了提供跨血统药物基因组学建议的能力。我们确定了 99,656 人(20.8%)携带 CYP2D6 结构变异,并预测 CYP2D6 超快速代谢表型在非洲人中最常见(4.5%),在东亚人中最罕见(0.32%)。只有不到一半(45.7%)的罕见蛋白质截断变体携带者被归类为不良或中等代谢者,这表明在目前的 CYP2D6 明星等位基因评估中,罕见功能变体的代表性不足。全表型关联研究证实了与麻醉品过敏的联系,并发现了与血浆 BAFFR 和 BAFF 蛋白的新关联,为 BAFF 靶向临床治疗提供了启示。总之,这项迄今为止最大规模的 CYP2D6 WGS 研究凸显了利用所有基因变异获得影响治疗安全性和开发的药物基因组学见解的重要性。
{"title":"Genetic ancestral patterns in CYP2D6 alleles: structural variants, rare variants, and clinical associations in 479,144 UK Biobank genomes","authors":"Xiao Jiang, Fengyuan Hu, Xueqing Zoe Zou, Ali Abbasi, Sri Vishnu Vardhan DEEVI, Santosh Atanur, Amanda O'Neill, Jen Harrow, Margarete Fabre, Quanli Wang, Slavé Petrovski, William Rae, Oliver Simon Burren, Katherine Smith","doi":"10.1101/2024.07.23.24310892","DOIUrl":"https://doi.org/10.1101/2024.07.23.24310892","url":null,"abstract":"Cytochrome P450 2D6 (CYP2D6) is involved in metabolising over 20% of clinical drugs, yet its genetic variation across ancestries is underexplored in large-scale whole-genome sequencing (WGS) datasets. We analysed WGS data from 479,144 UK Biobank participants, identifying 95 distinct CYP2D6 star alleles across five biogeographic groups. Of these, 48 alleles had currently unknown effects. These alleles were more prevalent in African, admixed American, and South Asian groups (~5%) compared to European and East Asian groups (~2%), affecting the ability to provide pharmacogenomics recommendations across ancestries. We identified 99,656 (20.8%) individuals carrying CYP2D6 structural variations and predicted the CYP2D6 ultra-rapid metaboliser phenotype to be most common in Africans (4.5%) and rarest in East Asians (0.32%). Less than half (45.7%) of rare protein-truncating variant carriers were categorised as poor or intermediate metabolisers, indicating an underrepresentation of rare functional variants in the current CYP2D6 star allele evaluation. Phenome-wide association studies confirmed links with narcotic allergies and found new associations with plasma BAFFR and BAFF proteins, offering insights for the BAFF-targeted clinical therapy. Collectively, this largest WGS study of CYP2D6 to date highlights the importance of leveraging all genetic variations for pharmacogenomic insights affecting therapeutic safety and development.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"63 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771245","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polygenic proxies of age-related plasma protein levels reveal TIMP2 role in cognitive performance 与年龄有关的血浆蛋白水平的多基因代理揭示了 TIMP2 在认知能力中的作用
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.23.24310854
Federica Anastasi, Patricia Genius, Blanca Rodríguez-Fernández, Chengran Yang, Priyanka Gorijala, Jigyasha Timsina, Felipe Hernández-Villamizar, Luigi Lorenzini, Marta del Campo, Gonzalo Sánchez-Benavides, Carolina Minguillón, Arcadi Navarro, Carlos Cruchaga, Marc Suárez-Calvet, Natalia Vilor-Tejedor
Several studies have identified blood proteins that influence brain aging performance in mice, yet translating these findings to humans remains challenging. Here we found that higher predicted plasma levels of Tissue Inhibitor of Metalloproteinases 2 TIMP2 were significantly associated with improved global cognition and memory performance in humans. We first identified 12 proteins with aging or rejuvenating effects on murine brains through a systematic review. Using protein quantitative trait loci data for these proteins, we computed polygenic scores as proxies for plasma protein levels and validated their prediction accuracy in two independent cohorts. Association models between genetic proxies and cognitive performance highlighted the significance of TIMP2, also when the models were stratified by sex, APOE-e4, and Abeta-42 status. This finding aligns with TIMP2s brain rejuvenating role in murine models, suggesting it as a promising therapeutic target for brain aging and age-related brain diseases in humans.
有几项研究发现了影响小鼠大脑衰老表现的血液蛋白质,但将这些发现转化到人类身上仍具有挑战性。在这里,我们发现较高的组织金属蛋白酶抑制剂 2 TIMP2 预测血浆水平与人类整体认知和记忆能力的改善有显著关联。我们首先通过系统综述确定了 12 种对小鼠大脑具有衰老或恢复活力作用的蛋白质。利用这些蛋白质的蛋白质定量性状位点数据,我们计算了多基因分数作为血浆蛋白质水平的代用指标,并在两个独立队列中验证了其预测准确性。基因代用指标与认知能力之间的关联模型凸显了 TIMP2 的重要性,在根据性别、APOE-e4 和 Abeta-42 状态对模型进行分层时也是如此。这一发现与 TIMP2 在小鼠模型中的大脑再生作用相吻合,表明它是人类大脑衰老和老年相关脑疾病的一个很有希望的治疗靶点。
{"title":"Polygenic proxies of age-related plasma protein levels reveal TIMP2 role in cognitive performance","authors":"Federica Anastasi, Patricia Genius, Blanca Rodríguez-Fernández, Chengran Yang, Priyanka Gorijala, Jigyasha Timsina, Felipe Hernández-Villamizar, Luigi Lorenzini, Marta del Campo, Gonzalo Sánchez-Benavides, Carolina Minguillón, Arcadi Navarro, Carlos Cruchaga, Marc Suárez-Calvet, Natalia Vilor-Tejedor","doi":"10.1101/2024.07.23.24310854","DOIUrl":"https://doi.org/10.1101/2024.07.23.24310854","url":null,"abstract":"Several studies have identified blood proteins that influence brain aging performance in mice, yet translating these findings to humans remains challenging. Here we found that higher predicted plasma levels of Tissue Inhibitor of Metalloproteinases 2 TIMP2 were significantly associated with improved global cognition and memory performance in humans. We first identified 12 proteins with aging or rejuvenating effects on murine brains through a systematic review. Using protein quantitative trait loci data for these proteins, we computed polygenic scores as proxies for plasma protein levels and validated their prediction accuracy in two independent cohorts. Association models between genetic proxies and cognitive performance highlighted the significance of TIMP2, also when the models were stratified by sex, APOE-e4, and Abeta-42 status. This finding aligns with TIMP2s brain rejuvenating role in murine models, suggesting it as a promising therapeutic target for brain aging and age-related brain diseases in humans.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"181 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Life without sex: Large-scale study links sexlessness to physical, cognitive, and personality traits, socioecological factors, and DNA 无性的生活大规模研究将无性与身体、认知、性格特征、社会生态因素和 DNA 联系起来
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.24.24310943
Abdel Abdellaoui, Laura W. Wesseldijk, Scott D. Gordon, Joelle A. Pasman, Dirk J.A. Smit, Renata Androvicov, Nicholas G. Martin, Fredrik Ullen, Miriam A. Mosing, Brendan Zietsch, Karin J.H. Verweij
Romantic (typically sexual) relationships are important to personal, physical, mental, social, and economic wellbeing, and to human evolution. Yet little is known about factors contributing to long-term lack of intimate relationships. We investigated phenotypic and genetic correlates of never having had sex in ~400,000 UK residents aged 39 to 73 and ~13,500 Australian residents aged 18 to 89. The strongest associations revealed that sexless individuals were more educated, less likely to use alcohol and smoke, more nervous, lonelier, and unhappier. Sexlessness was more strongly associated with physical characteristics (e.g. upper body strength) in men than in women. Sexless men tended to live in regions with fewer women, and sexlessness was more prevalent in regions with more income inequality. Common genetic variants explained 17% and 14% of variation in sexlessness in men and women, with a genetic correlation between sexes of 0.56. Polygenic scores predicted a range of related outcomes in the Australian dataset. Our findings uncover multifaceted correlates of human intimacy of evolutionary significance.
浪漫(典型的性)关系对个人、身体、精神、社会和经济福祉以及人类进化都很重要。然而,人们对导致长期缺乏亲密关系的因素知之甚少。我们调查了约 40 万名年龄在 39 至 73 岁之间的英国居民和约 1.35 万名年龄在 18 至 89 岁之间的澳大利亚居民从未有过性生活的表型和遗传相关因素。最强的关联显示,没有性生活的人受教育程度更高、酗酒和吸烟的可能性更低、更紧张、更孤独和更不快乐。与女性相比,男性的无性与身体特征(如上肢力量)的关系更为密切。无性倾向的男性往往生活在女性较少的地区,而无性倾向在收入较不平等的地区更为普遍。常见的基因变异分别解释了男性和女性无性变异的 17% 和 14%,两性之间的基因相关性为 0.56。在澳大利亚数据集中,多基因评分预测了一系列相关结果。我们的研究结果揭示了具有进化意义的人类亲密关系的多方面相关性。
{"title":"Life without sex: Large-scale study links sexlessness to physical, cognitive, and personality traits, socioecological factors, and DNA","authors":"Abdel Abdellaoui, Laura W. Wesseldijk, Scott D. Gordon, Joelle A. Pasman, Dirk J.A. Smit, Renata Androvicov, Nicholas G. Martin, Fredrik Ullen, Miriam A. Mosing, Brendan Zietsch, Karin J.H. Verweij","doi":"10.1101/2024.07.24.24310943","DOIUrl":"https://doi.org/10.1101/2024.07.24.24310943","url":null,"abstract":"Romantic (typically sexual) relationships are important to personal, physical, mental, social, and economic wellbeing, and to human evolution. Yet little is known about factors contributing to long-term lack of intimate relationships. We investigated phenotypic and genetic correlates of never having had sex in ~400,000 UK residents aged 39 to 73 and ~13,500 Australian residents aged 18 to 89. The strongest associations revealed that sexless individuals were more educated, less likely to use alcohol and smoke, more nervous, lonelier, and unhappier. Sexlessness was more strongly associated with physical characteristics (e.g. upper body strength) in men than in women. Sexless men tended to live in regions with fewer women, and sexlessness was more prevalent in regions with more income inequality. Common genetic variants explained 17% and 14% of variation in sexlessness in men and women, with a genetic correlation between sexes of 0.56. Polygenic scores predicted a range of related outcomes in the Australian dataset. Our findings uncover multifaceted correlates of human intimacy of evolutionary significance.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"37 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771243","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genomics of chronic cough unravels neurological pathways 慢性咳嗽的基因组学揭示神经通路
Pub Date : 2024-07-24 DOI: 10.1101/2024.07.23.24310853
Kayesha Coley, Catherine John, Jonas Ghouse, David J Shepherd, Nick Shrine, Abril G Izquierdo, Stavroula Kanoni, Emma F Magavern, Richard Packer, Lorcan McGarvey, Jaclyn A Smith, Henning Bundgaard, Sisse R Ostrowski, Christian Erikstrup, Ole B V Pedersen, David A van Heel, Genes & Health Research Team, William Hennah, Mikko Marttila, Robert C Free, Edward J Hollox, Louise V Wain, Martin D Tobin, Chiara Batini
BackgroundChronic cough is a symptom of common lung conditions, occurs as a side effect of ACE inhibitors (ACEis), or may be unexplained. Despite chronic cough representing a substantial health burden, its biological mechanisms remain unclear. We hypothesised shared genetic architecture between chronic dry cough and ACEi-induced cough and aimed to identify causal genes underlying both phenotypes. MethodsWe performed multi-ancestry genome-wide association studies (GWAS) of chronic dry cough and ACEi-induced cough, and a multi-trait GWAS of both phenotypes, utilising data from five cohort studies. Chronic dry cough was defined by questionnaire responses, and ACEi-induced cough by treatment switches or clinical diagnosis in electronic health records. We mapped putative causal genes and performed phenome-wide association studies (PheWAS) of associated variants and genetic risk scores (GRS) for these phenotypes to identify pleotropic effects. FindingsWe found seven novel genetic association signals reaching p-value <5×10-8 in the multi-trait or single-trait analyses of chronic dry cough and ACEi-induced cough. The novel variants mapped to 10 novel genes, and we mapped an additional three novel genes to known risk variants, many of which implicating neurological functions (CTNNA1, KCNA10, MAPKAP1, OR4C12, OR4C13, SIL1). The GRS-PheWAS highlighted associations with increased risk of several conditions reported as comorbidities of chronic cough, including fibromyalgia pain, and with spirometry measurements. InterpretationOur findings advance the understanding of neuronal dysfunction underlying cough hypersensitivity in chronic dry cough and ACEi-induced cough at the population-level, and the identification of comorbidities associated with genetic predisposition to cough could inform drug target discovery. FundingMedical Research Council, Wellcome Trust, National Institute for Health and Care Research, Orion Pharma.
背景 慢性咳嗽是常见肺部疾病的一种症状,也可能是 ACE 抑制剂(ACEis)的副作用,或原因不明。尽管慢性咳嗽对健康造成了巨大负担,但其生物学机制仍不清楚。我们假设慢性干咳与 ACEi 引起的咳嗽之间存在共同的遗传结构,并旨在找出这两种表型的致病基因。方法我们利用五项队列研究的数据,对慢性干咳和 ACEi 诱导的咳嗽进行了多巢全基因组关联研究(GWAS),并对这两种表型进行了多性状 GWAS 研究。慢性干咳是通过问卷调查来定义的,而 ACEi 引起的咳嗽则是通过治疗转换或电子健康记录中的临床诊断来定义的。我们绘制了可能的致病基因图谱,并对这些表型的相关变异和遗传风险评分(GRS)进行了全表型关联研究(PheWAS),以确定多向效应。研究结果在慢性干咳和 ACEi 诱导的咳嗽的多性状或单性状分析中,我们发现了 7 个 p 值达到 <5×10-8 的新型遗传关联信号。这些新变异映射到 10 个新基因上,我们还将另外 3 个新基因映射到已知的风险变异上,其中许多与神经功能有关(CTNNA1、KCNA10、MAPKAP1、OR4C12、OR4C13、SIL1)。GRS-PheWAS突出显示了与慢性咳嗽合并症(包括纤维肌痛)的几种病症风险增加的关联,以及与肺活量测量的关联。解读我们的研究结果加深了人们对慢性干咳和ACEi诱导的人群咳嗽中咳嗽超敏反应的神经元功能障碍的理解,而确定与咳嗽遗传易感性相关的合并症可为药物靶点的发现提供依据。资助机构医学研究委员会、惠康基金会、国家健康与护理研究所、Orion Pharma。
{"title":"Genomics of chronic cough unravels neurological pathways","authors":"Kayesha Coley, Catherine John, Jonas Ghouse, David J Shepherd, Nick Shrine, Abril G Izquierdo, Stavroula Kanoni, Emma F Magavern, Richard Packer, Lorcan McGarvey, Jaclyn A Smith, Henning Bundgaard, Sisse R Ostrowski, Christian Erikstrup, Ole B V Pedersen, David A van Heel, Genes & Health Research Team, William Hennah, Mikko Marttila, Robert C Free, Edward J Hollox, Louise V Wain, Martin D Tobin, Chiara Batini","doi":"10.1101/2024.07.23.24310853","DOIUrl":"https://doi.org/10.1101/2024.07.23.24310853","url":null,"abstract":"<strong>Background</strong>\u0000Chronic cough is a symptom of common lung conditions, occurs as a side effect of ACE inhibitors (ACEis), or may be unexplained. Despite chronic cough representing a substantial health burden, its biological mechanisms remain unclear. We hypothesised shared genetic architecture between chronic dry cough and ACEi-induced cough and aimed to identify causal genes underlying both phenotypes. <strong>Methods</strong>\u0000We performed multi-ancestry genome-wide association studies (GWAS) of chronic dry cough and ACEi-induced cough, and a multi-trait GWAS of both phenotypes, utilising data from five cohort studies. Chronic dry cough was defined by questionnaire responses, and ACEi-induced cough by treatment switches or clinical diagnosis in electronic health records. We mapped putative causal genes and performed phenome-wide association studies (PheWAS) of associated variants and genetic risk scores (GRS) for these phenotypes to identify pleotropic effects. <strong>Findings</strong>\u0000We found seven novel genetic association signals reaching <em>p</em>-value &lt;5×10<sup>-8</sup> in the multi-trait or single-trait analyses of chronic dry cough and ACEi-induced cough. The novel variants mapped to 10 novel genes, and we mapped an additional three novel genes to known risk variants, many of which implicating neurological functions (<em>CTNNA1</em>, <em>KCNA10</em>, <em>MAPKAP1</em>, <em>OR4C12</em>, <em>OR4C13</em>, <em>SIL1</em>). The GRS-PheWAS highlighted associations with increased risk of several conditions reported as comorbidities of chronic cough, including fibromyalgia pain, and with spirometry measurements. <strong>Interpretation</strong>\u0000Our findings advance the understanding of neuronal dysfunction underlying cough hypersensitivity in chronic dry cough and ACEi-induced cough at the population-level, and the identification of comorbidities associated with genetic predisposition to cough could inform drug target discovery. <strong>Funding</strong>\u0000Medical Research Council, Wellcome Trust, National Institute for Health and Care Research, Orion Pharma.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141784954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Specialized Reference Panel with Structural Variants Integration for Improving Genotype Imputation in Alzheimer's Disease and Related Dementias (ADRD) 整合结构变异的专用参照组,用于改进阿尔茨海默病及相关痴呆症(ADRD)的基因型推算
Pub Date : 2024-07-23 DOI: 10.1101/2024.07.22.24310827
Po-Liang Cheng, Hui Wang, Beth A Dombroski, John J Farrell, Iris Horng, Tingting Chung, Giuseppe Tosto, Brian W Kunkle, William S Bush, Badri Vardarajan, Gerard D Schellenberg, Wan-Ping Lee
We developed an imputation panel for Alzheimer's disease (AD) and related dementias (ADRD) using whole-genome sequencing (WGS) data from the Alzheimer's Disease Sequencing Project (ADSP). Recognizing the significant associations between structural variants (SVs) and AD, and their underrepresentation in existing public reference panels, our panel uniquely integrates single nucleotide variants (SNVs), short insertions and deletions (indels), and SVs. This panel enhances the imputation of disease susceptibility, including rare AD-associated SNVs, indels, and SVs, onto genotype array data, offering a cost-effective alternative to whole-genome sequencing while significantly augmenting statistical power. Notably, we discovered 10 rare indels nominal significant related to AD that are absent in the TOPMed-r2 panel and identified three suggestive significant (p-value < 1E-05) AD-associated SVs in the genes EXOC3L2 and DMPK, were identified. These findings provide new insights into AD genetics and underscore the critical role of imputation panels in advancing our understanding of complex diseases like ADRD.
我们利用阿尔茨海默病测序项目(ADSP)的全基因组测序(WGS)数据开发了阿尔茨海默病(AD)及相关痴呆症(ADRD)的估算面板。认识到结构变异(SVs)与老年痴呆症之间的重要关联以及它们在现有公共参考面板中的代表性不足,我们的面板独特地整合了单核苷酸变异(SNVs)、短插入和缺失(indels)以及 SVs。该面板增强了对基因型阵列数据中疾病易感性的归因,包括罕见的AD相关SNVs、indels和SVs,为全基因组测序提供了一种具有成本效益的替代方法,同时显著提高了统计能力。值得注意的是,我们发现了 10 个在 TOPMed-r2 面板中不存在的与 AD 有显著相关性的罕见嵌合体,并在基因 EXOC3L2 和 DMPK 中发现了 3 个与 AD 相关的提示性显著 SVs(p-value < 1E-05)。这些发现为我们提供了有关 AD 遗传学的新见解,并强调了归因面板在促进我们对 ADRD 等复杂疾病的了解方面所起的关键作用。
{"title":"A Specialized Reference Panel with Structural Variants Integration for Improving Genotype Imputation in Alzheimer's Disease and Related Dementias (ADRD)","authors":"Po-Liang Cheng, Hui Wang, Beth A Dombroski, John J Farrell, Iris Horng, Tingting Chung, Giuseppe Tosto, Brian W Kunkle, William S Bush, Badri Vardarajan, Gerard D Schellenberg, Wan-Ping Lee","doi":"10.1101/2024.07.22.24310827","DOIUrl":"https://doi.org/10.1101/2024.07.22.24310827","url":null,"abstract":"We developed an imputation panel for Alzheimer's disease (AD) and related dementias (ADRD) using whole-genome sequencing (WGS) data from the Alzheimer's Disease Sequencing Project (ADSP). Recognizing the significant associations between structural variants (SVs) and AD, and their underrepresentation in existing public reference panels, our panel uniquely integrates single nucleotide variants (SNVs), short insertions and deletions (indels), and SVs. This panel enhances the imputation of disease susceptibility, including rare AD-associated SNVs, indels, and SVs, onto genotype array data, offering a cost-effective alternative to whole-genome sequencing while significantly augmenting statistical power. Notably, we discovered 10 rare indels nominal significant related to AD that are absent in the TOPMed-r2 panel and identified three suggestive significant (p-value &lt; 1E-05) AD-associated SVs in the genes EXOC3L2 and DMPK, were identified. These findings provide new insights into AD genetics and underscore the critical role of imputation panels in advancing our understanding of complex diseases like ADRD.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771244","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transcriptome-Wide Root Causal Inference 转录组全根因推断
Pub Date : 2024-07-23 DOI: 10.1101/2024.07.22.24310837
Eric V Strobl, Eric R Gamazon
Root causal genes correspond to the first gene expression levels perturbed during pathogenesis by genetic or non-genetic factors. Targeting root causal genes has the potential to alleviate disease entirely by eliminating pathology near its onset. No existing algorithm discovers root causal genes from observational data alone. We therefore propose the Transcriptome-Wide Root Causal Inference (TWRCI) algorithm that identifies root causal genes and their causal graph using a combination of genetic variant and unperturbed bulk RNA sequencing data. TWRCI uses a novel competitive regression procedure to annotate cis and trans-genetic variants to the gene expression levels they directly cause. The algorithm simultaneously recovers a causal ordering of the expression levels to pinpoint the underlying causal graph and estimate root causal effects. TWRCI outperforms alternative approaches across a diverse group of metrics by directly targeting root causal genes while accounting for distal relations, linkage disequilibrium, patient heterogeneity and widespread pleiotropy. We demonstrate the algorithm by uncovering the root causal mechanisms of two complex diseases, which we confirm by replication using independent genome-wide summary statistics.
根部致病基因对应于发病过程中受遗传或非遗传因素干扰的第一个基因表达水平。针对病根因果基因,有可能在发病初期消除病理现象,从而完全缓解疾病。目前还没有一种算法能够仅从观察数据中发现根源性因果基因。因此,我们提出了转录组全根因推断(TWRCI)算法,该算法结合基因变异和未扰动的大容量 RNA 测序数据来识别根因基因及其因果图。TWRCI 采用新颖的竞争回归程序,将顺式和反式遗传变异注释为其直接导致的基因表达水平。该算法同时还能恢复表达水平的因果排序,从而精确定位底层因果图并估算根因果效应。TWRCI 通过直接定位根源因果基因,同时考虑远端关系、连锁不平衡、患者异质性和广泛的多义性,在各种指标上优于其他方法。我们通过揭示两种复杂疾病的根源因果机制来演示该算法,并利用独立的全基因组汇总统计进行了复制确认。
{"title":"Transcriptome-Wide Root Causal Inference","authors":"Eric V Strobl, Eric R Gamazon","doi":"10.1101/2024.07.22.24310837","DOIUrl":"https://doi.org/10.1101/2024.07.22.24310837","url":null,"abstract":"Root causal genes correspond to the first gene expression levels perturbed during pathogenesis by genetic or non-genetic factors. Targeting root causal genes has the potential to alleviate disease entirely by eliminating pathology near its onset. No existing algorithm discovers root causal genes from observational data alone. We therefore propose the Transcriptome-Wide Root Causal Inference (TWRCI) algorithm that identifies root causal genes and their causal graph using a combination of genetic variant and unperturbed bulk RNA sequencing data. TWRCI uses a novel competitive regression procedure to annotate cis and trans-genetic variants to the gene expression levels they directly cause. The algorithm simultaneously recovers a causal ordering of the expression levels to pinpoint the underlying causal graph and estimate root causal effects. TWRCI outperforms alternative approaches across a diverse group of metrics by directly targeting root causal genes while accounting for distal relations, linkage disequilibrium, patient heterogeneity and widespread pleiotropy. We demonstrate the algorithm by uncovering the root causal mechanisms of two complex diseases, which we confirm by replication using independent genome-wide summary statistics.","PeriodicalId":501375,"journal":{"name":"medRxiv - Genetic and Genomic Medicine","volume":"26 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141771360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
medRxiv - Genetic and Genomic Medicine
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1